xref: /aosp_15_r20/external/XNNPACK/src/qs8-dwconv/gen/up16x25-minmax-fp32-neon-mul16.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-dwconv/unipass-neon-mul16.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2020 Google LLC
6 //
7 // This source code is licensed under the BSD-style license found in the
8 // LICENSE file in the root directory of this source tree.
9 
10 #include <assert.h>
11 
12 #include <arm_neon.h>
13 
14 #include <xnnpack/dwconv.h>
15 
16 
xnn_qs8_dwconv_minmax_fp32_ukernel_up16x25__neon_mul16(size_t channels,size_t output_width,const int8_t ** input,const void * weights,int8_t * output,size_t input_stride,size_t output_increment,size_t input_offset,const int8_t * zero,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])17 void xnn_qs8_dwconv_minmax_fp32_ukernel_up16x25__neon_mul16(
18     size_t channels,
19     size_t output_width,
20     const int8_t** input,
21     const void* weights,
22     int8_t* output,
23     size_t input_stride,
24     size_t output_increment,
25     size_t input_offset,
26     const int8_t* zero,
27     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
28 {
29   assert(channels != 0);
30   assert(output_width != 0);
31 
32   const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale);
33   const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias);
34   const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point);
35   const int8x16_t voutput_min = vld1q_dup_s8(&params->fp32_neon.output_min);
36   const int8x16_t voutput_max = vld1q_dup_s8(&params->fp32_neon.output_max);
37   do {
38     const int8_t* i0 = input[0];
39     assert(i0 != NULL);
40     if XNN_UNPREDICTABLE(i0 != zero) {
41       i0 = (const int8_t*) ((uintptr_t) i0 + input_offset);
42     }
43     const int8_t* i1 = input[1];
44     assert(i1 != NULL);
45     if XNN_UNPREDICTABLE(i1 != zero) {
46       i1 = (const int8_t*) ((uintptr_t) i1 + input_offset);
47     }
48     const int8_t* i2 = input[2];
49     assert(i2 != NULL);
50     if XNN_UNPREDICTABLE(i2 != zero) {
51       i2 = (const int8_t*) ((uintptr_t) i2 + input_offset);
52     }
53     const int8_t* i3 = input[3];
54     assert(i3 != NULL);
55     if XNN_UNPREDICTABLE(i3 != zero) {
56       i3 = (const int8_t*) ((uintptr_t) i3 + input_offset);
57     }
58     const int8_t* i4 = input[4];
59     assert(i4 != NULL);
60     if XNN_UNPREDICTABLE(i4 != zero) {
61       i4 = (const int8_t*) ((uintptr_t) i4 + input_offset);
62     }
63     const int8_t* i5 = input[5];
64     assert(i5 != NULL);
65     if XNN_UNPREDICTABLE(i5 != zero) {
66       i5 = (const int8_t*) ((uintptr_t) i5 + input_offset);
67     }
68     const int8_t* i6 = input[6];
69     assert(i6 != NULL);
70     if XNN_UNPREDICTABLE(i6 != zero) {
71       i6 = (const int8_t*) ((uintptr_t) i6 + input_offset);
72     }
73     const int8_t* i7 = input[7];
74     assert(i7 != NULL);
75     if XNN_UNPREDICTABLE(i7 != zero) {
76       i7 = (const int8_t*) ((uintptr_t) i7 + input_offset);
77     }
78     const int8_t* i8 = input[8];
79     assert(i8 != NULL);
80     if XNN_UNPREDICTABLE(i8 != zero) {
81       i8 = (const int8_t*) ((uintptr_t) i8 + input_offset);
82     }
83     const int8_t* i9 = input[9];
84     assert(i9 != NULL);
85     if XNN_UNPREDICTABLE(i9 != zero) {
86       i9 = (const int8_t*) ((uintptr_t) i9 + input_offset);
87     }
88     const int8_t* i10 = input[10];
89     assert(i10 != NULL);
90     if XNN_UNPREDICTABLE(i10 != zero) {
91       i10 = (const int8_t*) ((uintptr_t) i10 + input_offset);
92     }
93     const int8_t* i11 = input[11];
94     assert(i11 != NULL);
95     if XNN_UNPREDICTABLE(i11 != zero) {
96       i11 = (const int8_t*) ((uintptr_t) i11 + input_offset);
97     }
98     const int8_t* i12 = input[12];
99     assert(i12 != NULL);
100     if XNN_UNPREDICTABLE(i12 != zero) {
101       i12 = (const int8_t*) ((uintptr_t) i12 + input_offset);
102     }
103     const int8_t* i13 = input[13];
104     assert(i13 != NULL);
105     if XNN_UNPREDICTABLE(i13 != zero) {
106       i13 = (const int8_t*) ((uintptr_t) i13 + input_offset);
107     }
108     const int8_t* i14 = input[14];
109     assert(i14 != NULL);
110     if XNN_UNPREDICTABLE(i14 != zero) {
111       i14 = (const int8_t*) ((uintptr_t) i14 + input_offset);
112     }
113     const int8_t* i15 = input[15];
114     assert(i15 != NULL);
115     if XNN_UNPREDICTABLE(i15 != zero) {
116       i15 = (const int8_t*) ((uintptr_t) i15 + input_offset);
117     }
118     const int8_t* i16 = input[16];
119     assert(i16 != NULL);
120     if XNN_UNPREDICTABLE(i16 != zero) {
121       i16 = (const int8_t*) ((uintptr_t) i16 + input_offset);
122     }
123     const int8_t* i17 = input[17];
124     assert(i17 != NULL);
125     if XNN_UNPREDICTABLE(i17 != zero) {
126       i17 = (const int8_t*) ((uintptr_t) i17 + input_offset);
127     }
128     const int8_t* i18 = input[18];
129     assert(i18 != NULL);
130     if XNN_UNPREDICTABLE(i18 != zero) {
131       i18 = (const int8_t*) ((uintptr_t) i18 + input_offset);
132     }
133     const int8_t* i19 = input[19];
134     assert(i19 != NULL);
135     if XNN_UNPREDICTABLE(i19 != zero) {
136       i19 = (const int8_t*) ((uintptr_t) i19 + input_offset);
137     }
138     const int8_t* i20 = input[20];
139     assert(i20 != NULL);
140     if XNN_UNPREDICTABLE(i20 != zero) {
141       i20 = (const int8_t*) ((uintptr_t) i20 + input_offset);
142     }
143     const int8_t* i21 = input[21];
144     assert(i21 != NULL);
145     if XNN_UNPREDICTABLE(i21 != zero) {
146       i21 = (const int8_t*) ((uintptr_t) i21 + input_offset);
147     }
148     const int8_t* i22 = input[22];
149     assert(i22 != NULL);
150     if XNN_UNPREDICTABLE(i22 != zero) {
151       i22 = (const int8_t*) ((uintptr_t) i22 + input_offset);
152     }
153     const int8_t* i23 = input[23];
154     assert(i23 != NULL);
155     if XNN_UNPREDICTABLE(i23 != zero) {
156       i23 = (const int8_t*) ((uintptr_t) i23 + input_offset);
157     }
158     const int8_t* i24 = input[24];
159     assert(i24 != NULL);
160     if XNN_UNPREDICTABLE(i24 != zero) {
161       i24 = (const int8_t*) ((uintptr_t) i24 + input_offset);
162     }
163     input = (const int8_t**) ((uintptr_t) input + input_stride);
164 
165     size_t c = channels;
166     const void* w = weights;
167     for (; c >= 16; c -= 16) {
168       int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
169       int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
170       int32x4_t vacc89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
171       int32x4_t vaccCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
172 
173 
174       const int16x8_t vi0x01234567 = vmovl_s8(vld1_s8(i0)); i0 += 8;
175       const int16x8_t vk0x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
176       const int16x8_t vi0x89ABCDEF = vmovl_s8(vld1_s8(i0)); i0 += 8;
177       const int16x8_t vk0x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
178 
179       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi0x01234567), vget_low_s16(vk0x01234567));
180       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi0x01234567), vget_high_s16(vk0x01234567));
181       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi0x89ABCDEF), vget_low_s16(vk0x89ABCDEF));
182       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi0x89ABCDEF), vget_high_s16(vk0x89ABCDEF));
183 
184       const int16x8_t vi1x01234567 = vmovl_s8(vld1_s8(i1)); i1 += 8;
185       const int16x8_t vk1x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
186       const int16x8_t vi1x89ABCDEF = vmovl_s8(vld1_s8(i1)); i1 += 8;
187       const int16x8_t vk1x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
188 
189       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi1x01234567), vget_low_s16(vk1x01234567));
190       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi1x01234567), vget_high_s16(vk1x01234567));
191       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi1x89ABCDEF), vget_low_s16(vk1x89ABCDEF));
192       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi1x89ABCDEF), vget_high_s16(vk1x89ABCDEF));
193 
194       const int16x8_t vi2x01234567 = vmovl_s8(vld1_s8(i2)); i2 += 8;
195       const int16x8_t vk2x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
196       const int16x8_t vi2x89ABCDEF = vmovl_s8(vld1_s8(i2)); i2 += 8;
197       const int16x8_t vk2x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
198 
199       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi2x01234567), vget_low_s16(vk2x01234567));
200       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi2x01234567), vget_high_s16(vk2x01234567));
201       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi2x89ABCDEF), vget_low_s16(vk2x89ABCDEF));
202       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi2x89ABCDEF), vget_high_s16(vk2x89ABCDEF));
203 
204       const int16x8_t vi3x01234567 = vmovl_s8(vld1_s8(i3)); i3 += 8;
205       const int16x8_t vk3x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
206       const int16x8_t vi3x89ABCDEF = vmovl_s8(vld1_s8(i3)); i3 += 8;
207       const int16x8_t vk3x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
208 
209       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi3x01234567), vget_low_s16(vk3x01234567));
210       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi3x01234567), vget_high_s16(vk3x01234567));
211       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi3x89ABCDEF), vget_low_s16(vk3x89ABCDEF));
212       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi3x89ABCDEF), vget_high_s16(vk3x89ABCDEF));
213 
214       const int16x8_t vi4x01234567 = vmovl_s8(vld1_s8(i4)); i4 += 8;
215       const int16x8_t vk4x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
216       const int16x8_t vi4x89ABCDEF = vmovl_s8(vld1_s8(i4)); i4 += 8;
217       const int16x8_t vk4x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
218 
219       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi4x01234567), vget_low_s16(vk4x01234567));
220       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi4x01234567), vget_high_s16(vk4x01234567));
221       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi4x89ABCDEF), vget_low_s16(vk4x89ABCDEF));
222       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi4x89ABCDEF), vget_high_s16(vk4x89ABCDEF));
223 
224       const int16x8_t vi5x01234567 = vmovl_s8(vld1_s8(i5)); i5 += 8;
225       const int16x8_t vk5x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
226       const int16x8_t vi5x89ABCDEF = vmovl_s8(vld1_s8(i5)); i5 += 8;
227       const int16x8_t vk5x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
228 
229       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi5x01234567), vget_low_s16(vk5x01234567));
230       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi5x01234567), vget_high_s16(vk5x01234567));
231       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi5x89ABCDEF), vget_low_s16(vk5x89ABCDEF));
232       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi5x89ABCDEF), vget_high_s16(vk5x89ABCDEF));
233 
234       const int16x8_t vi6x01234567 = vmovl_s8(vld1_s8(i6)); i6 += 8;
235       const int16x8_t vk6x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
236       const int16x8_t vi6x89ABCDEF = vmovl_s8(vld1_s8(i6)); i6 += 8;
237       const int16x8_t vk6x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
238 
239       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi6x01234567), vget_low_s16(vk6x01234567));
240       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi6x01234567), vget_high_s16(vk6x01234567));
241       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi6x89ABCDEF), vget_low_s16(vk6x89ABCDEF));
242       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi6x89ABCDEF), vget_high_s16(vk6x89ABCDEF));
243 
244       const int16x8_t vi7x01234567 = vmovl_s8(vld1_s8(i7)); i7 += 8;
245       const int16x8_t vk7x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
246       const int16x8_t vi7x89ABCDEF = vmovl_s8(vld1_s8(i7)); i7 += 8;
247       const int16x8_t vk7x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
248 
249       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi7x01234567), vget_low_s16(vk7x01234567));
250       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi7x01234567), vget_high_s16(vk7x01234567));
251       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi7x89ABCDEF), vget_low_s16(vk7x89ABCDEF));
252       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi7x89ABCDEF), vget_high_s16(vk7x89ABCDEF));
253 
254       const int16x8_t vi8x01234567 = vmovl_s8(vld1_s8(i8)); i8 += 8;
255       const int16x8_t vk8x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
256       const int16x8_t vi8x89ABCDEF = vmovl_s8(vld1_s8(i8)); i8 += 8;
257       const int16x8_t vk8x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
258 
259       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi8x01234567), vget_low_s16(vk8x01234567));
260       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi8x01234567), vget_high_s16(vk8x01234567));
261       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi8x89ABCDEF), vget_low_s16(vk8x89ABCDEF));
262       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi8x89ABCDEF), vget_high_s16(vk8x89ABCDEF));
263 
264       const int16x8_t vi9x01234567 = vmovl_s8(vld1_s8(i9)); i9 += 8;
265       const int16x8_t vk9x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
266       const int16x8_t vi9x89ABCDEF = vmovl_s8(vld1_s8(i9)); i9 += 8;
267       const int16x8_t vk9x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
268 
269       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi9x01234567), vget_low_s16(vk9x01234567));
270       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi9x01234567), vget_high_s16(vk9x01234567));
271       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi9x89ABCDEF), vget_low_s16(vk9x89ABCDEF));
272       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi9x89ABCDEF), vget_high_s16(vk9x89ABCDEF));
273 
274       const int16x8_t vi10x01234567 = vmovl_s8(vld1_s8(i10)); i10 += 8;
275       const int16x8_t vk10x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
276       const int16x8_t vi10x89ABCDEF = vmovl_s8(vld1_s8(i10)); i10 += 8;
277       const int16x8_t vk10x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
278 
279       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi10x01234567), vget_low_s16(vk10x01234567));
280       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi10x01234567), vget_high_s16(vk10x01234567));
281       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi10x89ABCDEF), vget_low_s16(vk10x89ABCDEF));
282       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi10x89ABCDEF), vget_high_s16(vk10x89ABCDEF));
283 
284       const int16x8_t vi11x01234567 = vmovl_s8(vld1_s8(i11)); i11 += 8;
285       const int16x8_t vk11x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
286       const int16x8_t vi11x89ABCDEF = vmovl_s8(vld1_s8(i11)); i11 += 8;
287       const int16x8_t vk11x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
288 
289       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi11x01234567), vget_low_s16(vk11x01234567));
290       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi11x01234567), vget_high_s16(vk11x01234567));
291       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi11x89ABCDEF), vget_low_s16(vk11x89ABCDEF));
292       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi11x89ABCDEF), vget_high_s16(vk11x89ABCDEF));
293 
294       const int16x8_t vi12x01234567 = vmovl_s8(vld1_s8(i12)); i12 += 8;
295       const int16x8_t vk12x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
296       const int16x8_t vi12x89ABCDEF = vmovl_s8(vld1_s8(i12)); i12 += 8;
297       const int16x8_t vk12x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
298 
299       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi12x01234567), vget_low_s16(vk12x01234567));
300       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi12x01234567), vget_high_s16(vk12x01234567));
301       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi12x89ABCDEF), vget_low_s16(vk12x89ABCDEF));
302       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi12x89ABCDEF), vget_high_s16(vk12x89ABCDEF));
303 
304       const int16x8_t vi13x01234567 = vmovl_s8(vld1_s8(i13)); i13 += 8;
305       const int16x8_t vk13x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
306       const int16x8_t vi13x89ABCDEF = vmovl_s8(vld1_s8(i13)); i13 += 8;
307       const int16x8_t vk13x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
308 
309       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi13x01234567), vget_low_s16(vk13x01234567));
310       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi13x01234567), vget_high_s16(vk13x01234567));
311       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi13x89ABCDEF), vget_low_s16(vk13x89ABCDEF));
312       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi13x89ABCDEF), vget_high_s16(vk13x89ABCDEF));
313 
314       const int16x8_t vi14x01234567 = vmovl_s8(vld1_s8(i14)); i14 += 8;
315       const int16x8_t vk14x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
316       const int16x8_t vi14x89ABCDEF = vmovl_s8(vld1_s8(i14)); i14 += 8;
317       const int16x8_t vk14x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
318 
319       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi14x01234567), vget_low_s16(vk14x01234567));
320       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi14x01234567), vget_high_s16(vk14x01234567));
321       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi14x89ABCDEF), vget_low_s16(vk14x89ABCDEF));
322       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi14x89ABCDEF), vget_high_s16(vk14x89ABCDEF));
323 
324       const int16x8_t vi15x01234567 = vmovl_s8(vld1_s8(i15)); i15 += 8;
325       const int16x8_t vk15x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
326       const int16x8_t vi15x89ABCDEF = vmovl_s8(vld1_s8(i15)); i15 += 8;
327       const int16x8_t vk15x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
328 
329       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi15x01234567), vget_low_s16(vk15x01234567));
330       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi15x01234567), vget_high_s16(vk15x01234567));
331       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi15x89ABCDEF), vget_low_s16(vk15x89ABCDEF));
332       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi15x89ABCDEF), vget_high_s16(vk15x89ABCDEF));
333 
334       const int16x8_t vi16x01234567 = vmovl_s8(vld1_s8(i16)); i16 += 8;
335       const int16x8_t vk16x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
336       const int16x8_t vi16x89ABCDEF = vmovl_s8(vld1_s8(i16)); i16 += 8;
337       const int16x8_t vk16x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
338 
339       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi16x01234567), vget_low_s16(vk16x01234567));
340       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi16x01234567), vget_high_s16(vk16x01234567));
341       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi16x89ABCDEF), vget_low_s16(vk16x89ABCDEF));
342       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi16x89ABCDEF), vget_high_s16(vk16x89ABCDEF));
343 
344       const int16x8_t vi17x01234567 = vmovl_s8(vld1_s8(i17)); i17 += 8;
345       const int16x8_t vk17x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
346       const int16x8_t vi17x89ABCDEF = vmovl_s8(vld1_s8(i17)); i17 += 8;
347       const int16x8_t vk17x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
348 
349       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi17x01234567), vget_low_s16(vk17x01234567));
350       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi17x01234567), vget_high_s16(vk17x01234567));
351       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi17x89ABCDEF), vget_low_s16(vk17x89ABCDEF));
352       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi17x89ABCDEF), vget_high_s16(vk17x89ABCDEF));
353 
354       const int16x8_t vi18x01234567 = vmovl_s8(vld1_s8(i18)); i18 += 8;
355       const int16x8_t vk18x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
356       const int16x8_t vi18x89ABCDEF = vmovl_s8(vld1_s8(i18)); i18 += 8;
357       const int16x8_t vk18x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
358 
359       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi18x01234567), vget_low_s16(vk18x01234567));
360       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi18x01234567), vget_high_s16(vk18x01234567));
361       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi18x89ABCDEF), vget_low_s16(vk18x89ABCDEF));
362       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi18x89ABCDEF), vget_high_s16(vk18x89ABCDEF));
363 
364       const int16x8_t vi19x01234567 = vmovl_s8(vld1_s8(i19)); i19 += 8;
365       const int16x8_t vk19x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
366       const int16x8_t vi19x89ABCDEF = vmovl_s8(vld1_s8(i19)); i19 += 8;
367       const int16x8_t vk19x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
368 
369       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi19x01234567), vget_low_s16(vk19x01234567));
370       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi19x01234567), vget_high_s16(vk19x01234567));
371       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi19x89ABCDEF), vget_low_s16(vk19x89ABCDEF));
372       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi19x89ABCDEF), vget_high_s16(vk19x89ABCDEF));
373 
374       const int16x8_t vi20x01234567 = vmovl_s8(vld1_s8(i20)); i20 += 8;
375       const int16x8_t vk20x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
376       const int16x8_t vi20x89ABCDEF = vmovl_s8(vld1_s8(i20)); i20 += 8;
377       const int16x8_t vk20x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
378 
379       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi20x01234567), vget_low_s16(vk20x01234567));
380       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi20x01234567), vget_high_s16(vk20x01234567));
381       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi20x89ABCDEF), vget_low_s16(vk20x89ABCDEF));
382       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi20x89ABCDEF), vget_high_s16(vk20x89ABCDEF));
383 
384       const int16x8_t vi21x01234567 = vmovl_s8(vld1_s8(i21)); i21 += 8;
385       const int16x8_t vk21x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
386       const int16x8_t vi21x89ABCDEF = vmovl_s8(vld1_s8(i21)); i21 += 8;
387       const int16x8_t vk21x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
388 
389       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi21x01234567), vget_low_s16(vk21x01234567));
390       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi21x01234567), vget_high_s16(vk21x01234567));
391       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi21x89ABCDEF), vget_low_s16(vk21x89ABCDEF));
392       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi21x89ABCDEF), vget_high_s16(vk21x89ABCDEF));
393 
394       const int16x8_t vi22x01234567 = vmovl_s8(vld1_s8(i22)); i22 += 8;
395       const int16x8_t vk22x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
396       const int16x8_t vi22x89ABCDEF = vmovl_s8(vld1_s8(i22)); i22 += 8;
397       const int16x8_t vk22x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
398 
399       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi22x01234567), vget_low_s16(vk22x01234567));
400       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi22x01234567), vget_high_s16(vk22x01234567));
401       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi22x89ABCDEF), vget_low_s16(vk22x89ABCDEF));
402       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi22x89ABCDEF), vget_high_s16(vk22x89ABCDEF));
403 
404       const int16x8_t vi23x01234567 = vmovl_s8(vld1_s8(i23)); i23 += 8;
405       const int16x8_t vk23x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
406       const int16x8_t vi23x89ABCDEF = vmovl_s8(vld1_s8(i23)); i23 += 8;
407       const int16x8_t vk23x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
408 
409       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi23x01234567), vget_low_s16(vk23x01234567));
410       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi23x01234567), vget_high_s16(vk23x01234567));
411       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi23x89ABCDEF), vget_low_s16(vk23x89ABCDEF));
412       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi23x89ABCDEF), vget_high_s16(vk23x89ABCDEF));
413 
414       const int16x8_t vi24x01234567 = vmovl_s8(vld1_s8(i24)); i24 += 8;
415       const int16x8_t vk24x01234567 = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
416       const int16x8_t vi24x89ABCDEF = vmovl_s8(vld1_s8(i24)); i24 += 8;
417       const int16x8_t vk24x89ABCDEF = vmovl_s8(vld1_s8(w)); w = (const void*) ((const int8_t*) w + 8);
418 
419       vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi24x01234567), vget_low_s16(vk24x01234567));
420       vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi24x01234567), vget_high_s16(vk24x01234567));
421       vacc89AB = vmlal_s16(vacc89AB, vget_low_s16(vi24x89ABCDEF), vget_low_s16(vk24x89ABCDEF));
422       vaccCDEF = vmlal_s16(vaccCDEF, vget_high_s16(vi24x89ABCDEF), vget_high_s16(vk24x89ABCDEF));
423 
424       float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
425       float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
426       float32x4_t vfpacc89AB = vcvtq_f32_s32(vacc89AB);
427       float32x4_t vfpaccCDEF = vcvtq_f32_s32(vaccCDEF);
428 
429       vfpacc0123 = vmulq_f32(vfpacc0123, vscale);
430       vfpacc4567 = vmulq_f32(vfpacc4567, vscale);
431       vfpacc89AB = vmulq_f32(vfpacc89AB, vscale);
432       vfpaccCDEF = vmulq_f32(vfpaccCDEF, vscale);
433 
434       vacc0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0123, vmagic_bias));
435       vacc4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc4567, vmagic_bias));
436       vacc89AB = vreinterpretq_s32_f32(vaddq_f32(vfpacc89AB, vmagic_bias));
437       vaccCDEF = vreinterpretq_s32_f32(vaddq_f32(vfpaccCDEF, vmagic_bias));
438 
439       vacc0123 = vqsubq_s32(vacc0123, vmagic_bias_less_output_zero_point);
440       vacc4567 = vqsubq_s32(vacc4567, vmagic_bias_less_output_zero_point);
441       vacc89AB = vqsubq_s32(vacc89AB, vmagic_bias_less_output_zero_point);
442       vaccCDEF = vqsubq_s32(vaccCDEF, vmagic_bias_less_output_zero_point);
443 
444 #if XNN_ARCH_ARM64
445       int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
446       int16x8_t vacc89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc89AB), vaccCDEF);
447 
448 
449       int8x16_t vout0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc01234567), vacc89ABCDEF);
450 #else  // !XNN_ARCH_ARM64
451       int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
452       int16x8_t vacc89ABCDEF = vcombine_s16(vqmovn_s32(vacc89AB), vqmovn_s32(vaccCDEF));
453 
454 
455       int8x16_t vout0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc01234567), vqmovn_s16(vacc89ABCDEF));
456 #endif  // !XNN_ARCH_ARM64
457 
458       vout0123456789ABCDEF = vmaxq_s8(vout0123456789ABCDEF, voutput_min);
459 
460       vout0123456789ABCDEF = vminq_s8(vout0123456789ABCDEF, voutput_max);
461 
462       vst1q_s8(output, vout0123456789ABCDEF); output += 16;
463     }
464     if XNN_UNLIKELY(c != 0) {
465       const int8_t* k = (const int8_t*) ((const int32_t*) w + 16);
466       do {
467         int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
468         int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
469 
470         const int16x8_t vi0x01234567 = vmovl_s8(vld1_s8(i0)); i0 += 8;
471         const int16x8_t vk0x01234567 = vmovl_s8(vld1_s8(k)); k += 8;
472 
473         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi0x01234567), vget_low_s16(vk0x01234567));
474         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi0x01234567), vget_high_s16(vk0x01234567));
475         const int16x8_t vi1x01234567 = vmovl_s8(vld1_s8(i1)); i1 += 8;
476         const int16x8_t vk1x01234567 = vmovl_s8(vld1_s8((const void*) (k + 8)));
477 
478         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi1x01234567), vget_low_s16(vk1x01234567));
479         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi1x01234567), vget_high_s16(vk1x01234567));
480         const int16x8_t vi2x01234567 = vmovl_s8(vld1_s8(i2)); i2 += 8;
481         const int16x8_t vk2x01234567 = vmovl_s8(vld1_s8((const void*) (k + 24)));
482 
483         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi2x01234567), vget_low_s16(vk2x01234567));
484         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi2x01234567), vget_high_s16(vk2x01234567));
485         const int16x8_t vi3x01234567 = vmovl_s8(vld1_s8(i3)); i3 += 8;
486         const int16x8_t vk3x01234567 = vmovl_s8(vld1_s8((const void*) (k + 40)));
487 
488         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi3x01234567), vget_low_s16(vk3x01234567));
489         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi3x01234567), vget_high_s16(vk3x01234567));
490         const int16x8_t vi4x01234567 = vmovl_s8(vld1_s8(i4)); i4 += 8;
491         const int16x8_t vk4x01234567 = vmovl_s8(vld1_s8((const void*) (k + 56)));
492 
493         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi4x01234567), vget_low_s16(vk4x01234567));
494         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi4x01234567), vget_high_s16(vk4x01234567));
495         const int16x8_t vi5x01234567 = vmovl_s8(vld1_s8(i5)); i5 += 8;
496         const int16x8_t vk5x01234567 = vmovl_s8(vld1_s8((const void*) (k + 72)));
497 
498         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi5x01234567), vget_low_s16(vk5x01234567));
499         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi5x01234567), vget_high_s16(vk5x01234567));
500         const int16x8_t vi6x01234567 = vmovl_s8(vld1_s8(i6)); i6 += 8;
501         const int16x8_t vk6x01234567 = vmovl_s8(vld1_s8((const void*) (k + 88)));
502 
503         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi6x01234567), vget_low_s16(vk6x01234567));
504         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi6x01234567), vget_high_s16(vk6x01234567));
505         const int16x8_t vi7x01234567 = vmovl_s8(vld1_s8(i7)); i7 += 8;
506         const int16x8_t vk7x01234567 = vmovl_s8(vld1_s8((const void*) (k + 104)));
507 
508         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi7x01234567), vget_low_s16(vk7x01234567));
509         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi7x01234567), vget_high_s16(vk7x01234567));
510         const int16x8_t vi8x01234567 = vmovl_s8(vld1_s8(i8)); i8 += 8;
511         const int16x8_t vk8x01234567 = vmovl_s8(vld1_s8((const void*) (k + 120)));
512 
513         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi8x01234567), vget_low_s16(vk8x01234567));
514         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi8x01234567), vget_high_s16(vk8x01234567));
515         const int16x8_t vi9x01234567 = vmovl_s8(vld1_s8(i9)); i9 += 8;
516         const int16x8_t vk9x01234567 = vmovl_s8(vld1_s8((const void*) (k + 136)));
517 
518         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi9x01234567), vget_low_s16(vk9x01234567));
519         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi9x01234567), vget_high_s16(vk9x01234567));
520         const int16x8_t vi10x01234567 = vmovl_s8(vld1_s8(i10)); i10 += 8;
521         const int16x8_t vk10x01234567 = vmovl_s8(vld1_s8((const void*) (k + 152)));
522 
523         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi10x01234567), vget_low_s16(vk10x01234567));
524         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi10x01234567), vget_high_s16(vk10x01234567));
525         const int16x8_t vi11x01234567 = vmovl_s8(vld1_s8(i11)); i11 += 8;
526         const int16x8_t vk11x01234567 = vmovl_s8(vld1_s8((const void*) (k + 168)));
527 
528         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi11x01234567), vget_low_s16(vk11x01234567));
529         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi11x01234567), vget_high_s16(vk11x01234567));
530         const int16x8_t vi12x01234567 = vmovl_s8(vld1_s8(i12)); i12 += 8;
531         const int16x8_t vk12x01234567 = vmovl_s8(vld1_s8((const void*) (k + 184)));
532 
533         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi12x01234567), vget_low_s16(vk12x01234567));
534         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi12x01234567), vget_high_s16(vk12x01234567));
535         const int16x8_t vi13x01234567 = vmovl_s8(vld1_s8(i13)); i13 += 8;
536         const int16x8_t vk13x01234567 = vmovl_s8(vld1_s8((const void*) (k + 200)));
537 
538         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi13x01234567), vget_low_s16(vk13x01234567));
539         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi13x01234567), vget_high_s16(vk13x01234567));
540         const int16x8_t vi14x01234567 = vmovl_s8(vld1_s8(i14)); i14 += 8;
541         const int16x8_t vk14x01234567 = vmovl_s8(vld1_s8((const void*) (k + 216)));
542 
543         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi14x01234567), vget_low_s16(vk14x01234567));
544         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi14x01234567), vget_high_s16(vk14x01234567));
545         const int16x8_t vi15x01234567 = vmovl_s8(vld1_s8(i15)); i15 += 8;
546         const int16x8_t vk15x01234567 = vmovl_s8(vld1_s8((const void*) (k + 232)));
547 
548         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi15x01234567), vget_low_s16(vk15x01234567));
549         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi15x01234567), vget_high_s16(vk15x01234567));
550         const int16x8_t vi16x01234567 = vmovl_s8(vld1_s8(i16)); i16 += 8;
551         const int16x8_t vk16x01234567 = vmovl_s8(vld1_s8((const void*) (k + 248)));
552 
553         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi16x01234567), vget_low_s16(vk16x01234567));
554         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi16x01234567), vget_high_s16(vk16x01234567));
555         const int16x8_t vi17x01234567 = vmovl_s8(vld1_s8(i17)); i17 += 8;
556         const int16x8_t vk17x01234567 = vmovl_s8(vld1_s8((const void*) (k + 264)));
557 
558         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi17x01234567), vget_low_s16(vk17x01234567));
559         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi17x01234567), vget_high_s16(vk17x01234567));
560         const int16x8_t vi18x01234567 = vmovl_s8(vld1_s8(i18)); i18 += 8;
561         const int16x8_t vk18x01234567 = vmovl_s8(vld1_s8((const void*) (k + 280)));
562 
563         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi18x01234567), vget_low_s16(vk18x01234567));
564         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi18x01234567), vget_high_s16(vk18x01234567));
565         const int16x8_t vi19x01234567 = vmovl_s8(vld1_s8(i19)); i19 += 8;
566         const int16x8_t vk19x01234567 = vmovl_s8(vld1_s8((const void*) (k + 296)));
567 
568         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi19x01234567), vget_low_s16(vk19x01234567));
569         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi19x01234567), vget_high_s16(vk19x01234567));
570         const int16x8_t vi20x01234567 = vmovl_s8(vld1_s8(i20)); i20 += 8;
571         const int16x8_t vk20x01234567 = vmovl_s8(vld1_s8((const void*) (k + 312)));
572 
573         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi20x01234567), vget_low_s16(vk20x01234567));
574         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi20x01234567), vget_high_s16(vk20x01234567));
575         const int16x8_t vi21x01234567 = vmovl_s8(vld1_s8(i21)); i21 += 8;
576         const int16x8_t vk21x01234567 = vmovl_s8(vld1_s8((const void*) (k + 328)));
577 
578         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi21x01234567), vget_low_s16(vk21x01234567));
579         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi21x01234567), vget_high_s16(vk21x01234567));
580         const int16x8_t vi22x01234567 = vmovl_s8(vld1_s8(i22)); i22 += 8;
581         const int16x8_t vk22x01234567 = vmovl_s8(vld1_s8((const void*) (k + 344)));
582 
583         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi22x01234567), vget_low_s16(vk22x01234567));
584         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi22x01234567), vget_high_s16(vk22x01234567));
585         const int16x8_t vi23x01234567 = vmovl_s8(vld1_s8(i23)); i23 += 8;
586         const int16x8_t vk23x01234567 = vmovl_s8(vld1_s8((const void*) (k + 360)));
587 
588         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi23x01234567), vget_low_s16(vk23x01234567));
589         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi23x01234567), vget_high_s16(vk23x01234567));
590         const int16x8_t vi24x01234567 = vmovl_s8(vld1_s8(i24)); i24 += 8;
591         const int16x8_t vk24x01234567 = vmovl_s8(vld1_s8((const void*) (k + 376)));
592 
593         vacc0123 = vmlal_s16(vacc0123, vget_low_s16(vi24x01234567), vget_low_s16(vk24x01234567));
594         vacc4567 = vmlal_s16(vacc4567, vget_high_s16(vi24x01234567), vget_high_s16(vk24x01234567));
595 
596         float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
597         float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
598 
599         vfpacc0123 = vmulq_f32(vfpacc0123, vscale);
600         vfpacc4567 = vmulq_f32(vfpacc4567, vscale);
601 
602         vacc0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0123, vmagic_bias));
603         vacc4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc4567, vmagic_bias));
604 
605         vacc0123 = vqsubq_s32(vacc0123, vmagic_bias_less_output_zero_point);
606         vacc4567 = vqsubq_s32(vacc4567, vmagic_bias_less_output_zero_point);
607 
608 #if XNN_ARCH_ARM64
609         int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
610 #else
611         int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
612 #endif
613 
614         int8x8_t vout01234567 = vqmovn_s16(vacc01234567);
615         vout01234567 = vmax_s8(vout01234567, vget_low_s8(voutput_min));
616         vout01234567 = vmin_s8(vout01234567, vget_low_s8(voutput_max));
617 
618         if XNN_LIKELY(c >= 8) {
619           vst1_s8(output, vout01234567); output += 8;
620           c -= 8;
621         } else {
622           if (c & 4) {
623             vst1_lane_u32((void*) output, vreinterpret_u32_s8(vout01234567), 0); output += 4;
624             vout01234567 = vext_s8(vout01234567, vout01234567, 4);
625           }
626           if (c & 2) {
627             vst1_lane_u16((void*) output, vreinterpret_u16_s8(vout01234567), 0); output += 2;
628             vout01234567 = vext_s8(vout01234567, vout01234567, 2);
629           }
630           if (c & 1) {
631             vst1_lane_s8(output, vout01234567, 0); output += 1;
632           }
633           c = 0;
634         }
635       } while (c != 0);
636     }
637 
638     output = (int8_t*) ((uintptr_t) output + output_increment);
639   } while (--output_width != 0);
640 }
641